Benchmarks
Real performance data, not marketing claims. Our benchmarks test every GPU we offer across LLM inference, image generation, OCR, and TTS workloads on dedicated GPU servers. See our tokens/sec benchmark for the latest results.
vLLM vs Ollama at 1/10/50/100 Users
Benchmarking vLLM and Ollama throughput at 1, 10, 50, and 100 concurrent users. How continuous batching and PagedAttention in vLLM compare with Ollama's simpler architecture under load.
GPU Power During AI Inference by Model
Measuring GPU power consumption during AI inference across model sizes and GPU types. Wattage under load, idle power draw, and…
Context Scaling: 4K to 32K Performance
Benchmarking LLM inference performance as context windows scale from 4K to 32K tokens. Prefill latency, generation throughput, and VRAM consumption…
Batch Inference: Size 1 to 128
Benchmarking LLM inference throughput from batch size 1 to 128. GPU utilisation, throughput scaling, and the diminishing returns curve for…
GPU Memory During Inference by Model
Measuring actual GPU memory utilisation during LLM inference across model sizes, precision levels, and concurrent user counts. VRAM breakdown between…
First Token vs Streaming Throughput
Benchmarking time-to-first-token and streaming throughput across GPU models and LLM sizes. Understanding the two metrics that define perceived speed in…
Quantized vs Full Precision: Quality Loss
Measuring actual quality loss from INT4 and INT8 quantisation compared to FP16 across reasoning, coding, and creative writing benchmarks. Data-driven…
Thermal Throttling Impact on AI
Measuring how thermal throttling degrades GPU performance during sustained AI inference. Temperature thresholds, throughput loss, and cooling strategies for maintaining…
NVMe vs SATA: Model Loading Speed
Benchmarking NVMe versus SATA SSD for LLM model loading times. Sequential read speeds, cold start differences, and storage recommendations for…
PCIe Bandwidth: Multi-GPU Impact
Benchmarking PCIe bandwidth impact on multi-GPU LLM inference. Comparing NVLink, PCIe Gen 5, and PCIe Gen 4 interconnects for tensor…
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Tokens/sec Benchmarks
Real-world tokens per second data across every GPU we offer, tested on popular LLMs.
View BenchmarksTTS Latency Benchmarks
Time-to-first-audio for Coqui, Bark, Kokoro, and XTTS-v2 across GPU tiers.
View TTS BenchmarksOCR Speed Benchmarks
Pages per second for PaddleOCR and Tesseract across our GPU server lineup.
View OCR BenchmarksCost per 1M Tokens
What does it cost to process a million tokens on each GPU? Interactive calculator.
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